A branch-and-cut algorithm for the stochastic uncapacitated lot-sizing problem

被引:0
|
作者
Yongpei Guan
Shabbir Ahmed
George L. Nemhauser
Andrew J. Miller
机构
[1] Georgia Institute of Technology,School of Industrial & Systems Engineering
[2] University of Wisconsin,Department of Industrial Engineering
来源
Mathematical Programming | 2006年 / 105卷
关键词
Stochastic Lot-Sizing; Multi-stage Stochastic Integer Programming; Polyhedral Study; Branch-and-Cut;
D O I
暂无
中图分类号
学科分类号
摘要
This paper addresses a multi-stage stochastic integer programming formulation of the uncapacitated lot-sizing problem under uncertainty. We show that the classical (ℓ,S) inequalities for the deterministic lot-sizing polytope are also valid for the stochastic lot-sizing polytope. We then extend the (ℓ,S) inequalities to a general class of valid inequalities, called the [inline-graphic not available: see fulltext] inequalities, and we establish necessary and sufficient conditions which guarantee that the [inline-graphic not available: see fulltext] inequalities are facet-defining. A separation heuristic for [inline-graphic not available: see fulltext] inequalities is developed and incorporated into a branch-and-cut algorithm. A computational study verifies the usefulness of the [inline-graphic not available: see fulltext] inequalities as cuts.
引用
收藏
页码:55 / 84
页数:29
相关论文
共 50 条
  • [1] A Branch-and-Cut algorithm for the stochastic uncapacitated lot-sizing problem
    Guan, YP
    Ahmed, S
    Nemhauser, GL
    Miller, AJ
    MATHEMATICAL PROGRAMMING, 2006, 105 (01) : 55 - 84
  • [2] On formulations of the stochastic uncapacitated lot-sizing problem
    Guan, YP
    Ahmed, S
    Miller, AJ
    Nemhauser, GL
    OPERATIONS RESEARCH LETTERS, 2006, 34 (03) : 241 - 250
  • [3] A polynomial time algorithm for the stochastic uncapacitated lot-sizing problem with backlogging
    Guan, Yongpei
    Miller, Andrew
    INTEGER PROGRAMMING AND COMBINATORIAL OPTIMIZATION, 2008, 5035 : 450 - +
  • [4] bc-prod:: A specialized branch-and-cut system for lot-sizing problems
    Belvaux, G
    Wolsey, LA
    MANAGEMENT SCIENCE, 2000, 46 (05) : 724 - 738
  • [5] The uncapacitated lot-sizing problem with sales and safety stocks
    Loparic, M
    Pochet, Y
    Wolsey, LA
    MATHEMATICAL PROGRAMMING, 2001, 89 (03) : 487 - 504
  • [6] The uncapacitated lot-sizing problem with sales and safety stocks
    Marko Loparic
    Yves Pochet
    Laurence A. Wolsey
    Mathematical Programming, 2001, 89 : 487 - 504
  • [7] A memetic algorithm for a stochastic lot-sizing and sequencing problem
    Schemeleva, Kseniya
    Delorme, Xavier
    Dolgui, Alexandre
    IFAC PAPERSONLINE, 2015, 48 (03): : 1809 - 1814
  • [8] Loss of customer goodwill in the uncapacitated lot-sizing problem
    Aksen, Deniz
    COMPUTERS & OPERATIONS RESEARCH, 2007, 34 (09) : 2805 - 2823
  • [9] An O(N2)-time algorithm for the stochastic uncapacitated lot-sizing problem with random lead times
    Jiang, Ruiwei
    Guan, Yongpei
    OPERATIONS RESEARCH LETTERS, 2011, 39 (01) : 74 - 77
  • [10] A dynamic uncapacitated lot-sizing problem with co-production
    Agrali, Semra
    OPTIMIZATION LETTERS, 2012, 6 (06) : 1051 - 1061